Decibels are a ratio, nothing more. The convention is that dB's increase as voltage increases. Example:
Consider a signal with -114 dBm signal power (0 dBm is 1 milliwatt). If the signal voltage increases by a factor of 10, from V1 to V2, what is the signal power?